mcpbeat

Bundle To Dot

microsoft/bundle-to-dot

Convention for the v3 bundle documentation system: a single bundle.dot + bundle.png per repo, generated by bundle_repo_dot(). Use when generating, validating, or interpreting bundle documentation files. Covers 7-cluster DOT structure, token cost model, color conventions, external reference distinction, freshness tracking via source_hash, generation recipes, and the lifecycle model.

2k tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
16
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/microsoft/amplifier-foundation --skill bundle-to-dot

The instruction itself

16 sections, as written by the author

Bundle Documentation Convention (v3)

Overview

The v3 bundle documentation system produces a single DOT diagram per repository:

| Output | What it is | Location |

|--------|-----------|----------|

| bundle.dot | Full 7-cluster structural diagram of the entire repo | Repo root |

| bundle.png | Rendered PNG of the diagram | Repo root |

Both files embed a source_hash for freshness tracking. The diagram is

generated by calling bundle_repo_dot(repo_root) from amplifier_foundation.bundle_docs.


What the DOT Shows

The bundle.dot diagram maps the entire repository into 7 cluster subgraphs:

| Cluster | Directory | What it contains |

|---------|-----------|-----------------|

| Behaviors | behaviors/ | Reusable capability packages (thin bundles) |

| Standalones | bundles/ | Self-contained session bundles |

| Agents | agents/ | Agent .md files with frontmatter |

| Modules | tools/modules | Tool and module declarations |

| Providers | providers/ | Provider configurations |

| Experiments | experiments/ | Experimental bundles (exp-* naming) |

| Context Files | context/ | Shared context files |

The root bundle node is rendered at the center with edges to the clusters that

it composes. External references (bundles from other repos) appear with

visual distinction (see External References below).


Token Cost Model

The structural DOT encodes the token cost of each component:

| Component | Cost source |

|-----------|------------|

| Tool/module | Tool schema token count (estimated from schema YAML) |

| Agent | meta.description token count + body |

| Context file | Full file content token count (recursive @mention expansion) |

| Bundle instruction | Markdown body token count |

Edges in the DOT reflect composition relationships. Heavier nodes (high token

count) appear in more prominent visual styles. The summary node at the bottom

of each diagram shows total estimated token cost for the composition.


Visual Conventions

Node Colors (actual code constants from bundle_to_dot.py)

| Element | Fill color | Hex | Notes |

|---------|-----------|-----|-------|

| Root bundle | teal/mint | #80cbc4 | bundle.md at repo root |

| Behavior | light teal | #e0f2f1 | Entries in behaviors/ |

| Standalone | teal/mint | #80cbc4 | Entries in bundles/ (same as root) |

| Agent | light green | #c8e6c9 | Agent .md files |

| Module/tool | light blue | #bbdefb | Tool/module declarations |

| Provider | light grey | #e0e0e0 | Provider configurations |

| Experiment | light purple | #e1bee7 | Entries in experiments/ |

| Context file | light purple | #e1bee7 | Context .md files |

| Cluster fill | near white | #f9f9f9 | Subgraph background |

| Summary node | blue-grey | #eceff1 | Cost summary footer node |

External References

External bundles (referenced by URI, not local to the repo) are visually

distinct from local nodes:

| Edge style | Meaning |

|------------|---------|

| Solid | Local reference — included in token cost count |

| Dashed + red border | External with hidden cost (_COLOR_EXTERNAL_COST = "red") — the external bundle contributes tokens at runtime but is NOT counted in the local total |

| Dashed + muted fill (#f5f5f5) | External with no additional cost — referenced externally but costs are borne elsewhere |

The legend node embedded in the DOT explains these conventions inline.

LLM Enhancement

By default, the generate-bundle-docs recipe sends the structural DOT to

foundation:zen-architect for label enhancement: node labels are rewritten

with concise, accessible English summaries rather than raw filenames.

To skip LLM enhancement (structural-only, faster):

# In recipe context
enhance_diagrams: "false"

Rules for the LLM enhancement step:

  • Keep ALL structural elements unchanged (node IDs, edges, shapes, colors, clusters)
  • ONLY rewrite label="..." values on nodes and clusters, plus the graph title
  • Keep the source_hash="..." graph attribute exactly as-is
  • Labels must be ≤2-3 lines; use \n for line breaks

Freshness Model

bundle.dot embeds source_hash="<hash>" as a graph attribute. The hash is

derived from all repository entry points combined (all bundle, behavior, agent,

tool, context, and hook files). If any of these change, the hash changes and

bundle.dot is considered stale.

Findings

| Code | Severity | Meaning |

|------|----------|---------|

| BUNDLE_DOT_MISSING | SUGGESTION | No bundle.dot found at repo root |

| BUNDLE_DOT_STALE | WARNING | bundle.dot source_hash doesn't match current repo state |


Generation

Direct (bulk generation)

generate-bundle-docs

Calls bundle_repo_dot(repo_path), checks freshness via source_hash, writes

bundle.dot (optionally LLM-enhanced) and renders bundle.png at the repo root.

Via validation (automatic)

validate-bundle-repo auto-regenerates a stale or missing bundle.dot as a

side effect of validation:

validate-bundle-repo → detects missing/stale → regenerates bundle.dot + bundle.png

Lifecycle: When to Regenerate

Regenerate when any of the following change in the repository:

  • bundle.md / bundle.yaml at repo root
  • Any file in behaviors/ (behavior bundles)
  • Any file in bundles/ (standalone bundles)
  • Any file in agents/ (agent definitions)
  • Any file in context/ (context files)
  • Any tool/module declaration
  • Any hook definition
  • Any file in providers/, experiments/

Tip: If unsure, run validate-bundle-repo — it checks hashes and

regenerates only if stale.


API Reference

from amplifier_foundation.bundle_docs import bundle_repo_dot

dot_content = bundle_repo_dot(repo_root)  # returns DOT string with source_hash

The function is the sole public entry point. It takes a str | Path pointing

to the repository root and returns a complete DOT graph string.


Checklist

Before committing a bundle or behavior change:

  • [ ] bundle.dot exists at repo root
  • [ ] source_hash in bundle.dot matches current repo state (or run generate-bundle-docs)
  • [ ] bundle.png exists and is fresh

How to use it

Copy the folder

Take microsoft/bundle-to-dot from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.